Question

In: Computer Science

1. What is the purpose of source encoding? How does source encoding integrate in modulating and...

1. What is the purpose of source encoding? How does source encoding integrate in modulating and demodulating (MODEM) technology? How can you improve source encoding strategies?

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Expert Solution

The purpose of source encoding is eliminating redundant binary digits from the digitized signal. A source encoder involved in this process carries out many formulas to reduce redundant binary information in the digitized signal that is passed through the source encoder. The purpose is to reduce redundancy.

A MoDem (Modulator and De-Modulator) receives modulated signals and demodulates them. Modems initiate encoding schemes. In modems, channel-encoding schemes are employed at the highest bit rates for reducing transmission errors. Also, different source-encoding schemes are used for “compressing” the data into fewer bits. Doing so increases the information transmission rate without raising the bit rate.

To improve source encoding strategies, it is preferred an encoding system is available to adapt to the unknown probabilities of a source. As a strategy, a channel encoder can be used for adding redundancy to the transmitted signal to correct the errors at the receiver that are caused by noise during transmission. This uses a channel encoding strategy. It is possible to have an efficient encoding, which requires grouping sequences of levels together and applying the Huffman code to sequences. Other methods can be used to improve source encoding strategies depending on the use case, scenario, and limitations and they are:
* Huffman codes.
* The Lempel-Ziv algorithm.
* Run-length codes.
* Channel Encoding.
* Repetition codes.
* The Hamming code.
* Convolutional encoding.


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